{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Equally Weighted Risk Contributions Portfolio "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import ffn\n",
    "import bt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Fake Index Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.58730159e-04, 9.92063492e-06],\n",
       "       [9.92063492e-06, 9.92063492e-06]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean = np.array([0.05/252 + 0.02/252, 0.03/252 + 0.02/252])\n",
    "volatility = np.array([0.2/np.sqrt(252), 0.05/np.sqrt(252)])\n",
    "variance = np.power(volatility,2)\n",
    "correlation = np.array(\n",
    "    [\n",
    "        [1, 0.25],\n",
    "        [0.25,1]\n",
    "    ]\n",
    ")\n",
    "covariance = np.zeros((2,2))\n",
    "for i in range(len(variance)):\n",
    "    for j in range(len(variance)):\n",
    "        covariance[i,j] = correlation[i,j]*volatility[i]*volatility[j]\n",
    "\n",
    "covariance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 262,
       "width": 377
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "names = ['foo','bar','rf']\n",
    "dates = pd.date_range(start='2015-01-01',end='2018-12-31', freq=pd.tseries.offsets.BDay())\n",
    "n = len(dates)\n",
    "rdf = pd.DataFrame(\n",
    "    np.zeros((n, len(names))),\n",
    "    index = dates,\n",
    "    columns = names\n",
    ")\n",
    "\n",
    "np.random.seed(1)\n",
    "rdf.loc[:,['foo','bar']] = np.random.multivariate_normal(mean,covariance,size=n)\n",
    "rdf['rf'] = 0.02/252\n",
    "\n",
    "pdf = 100*np.cumprod(1+rdf)\n",
    "pdf.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build and run ERC Strategy\n",
    "\n",
    "You can read more about ERC here.\n",
    "http://thierry-roncalli.com/download/erc.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "runAfterDaysAlgo = bt.algos.RunAfterDays(\n",
    "    20*6 + 1\n",
    ")\n",
    "\n",
    "selectTheseAlgo = bt.algos.SelectThese(['foo','bar'])\n",
    "\n",
    "# algo to set the weights so each asset contributes the same amount of risk\n",
    "#  with data over the last 6 months excluding yesterday\n",
    "weighERCAlgo = bt.algos.WeighERC(\n",
    "    lookback=pd.DateOffset(days=20*6),\n",
    "    covar_method='standard',\n",
    "    risk_parity_method='slsqp',\n",
    "    maximum_iterations=1000,\n",
    "    tolerance=1e-9,\n",
    "    lag=pd.DateOffset(days=1)\n",
    ")\n",
    "\n",
    "rebalAlgo = bt.algos.Rebalance()\n",
    "\n",
    "strat = bt.Strategy(\n",
    "    'ERC',\n",
    "    [\n",
    "        runAfterDaysAlgo,\n",
    "        selectTheseAlgo,\n",
    "        weighERCAlgo,\n",
    "        rebalAlgo\n",
    "    ]\n",
    ")\n",
    "\n",
    "backtest = bt.Backtest(\n",
    "    strat,\n",
    "    pdf,\n",
    "    integer_positions=False\n",
    ")\n",
    "\n",
    "res_target = bt.run(backtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 262,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_target.get_security_weights().plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 376
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_target.prices.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 386
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "weights_target = res_target.get_security_weights().copy()\n",
    "rolling_cov_target = pdf.loc[:,weights_target.columns].pct_change().rolling(window=252).cov()*252\n",
    "\n",
    "\n",
    "trc_target = pd.DataFrame(\n",
    "    np.nan,\n",
    "    index = weights_target.index,\n",
    "    columns = weights_target.columns\n",
    ")\n",
    "\n",
    "for dt in pdf.index:\n",
    "    trc_target.loc[dt,:] = weights_target.loc[dt,:].values*(rolling_cov_target.loc[dt,:].values@weights_target.loc[dt,:].values)/np.sqrt(weights_target.loc[dt,:].values@rolling_cov_target.loc[dt,:].values@weights_target.loc[dt,:].values)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "trc_target.plot(ax=ax)\n",
    "ax.set_title('Total Risk Contribution')\n",
    "ax.plot();\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see the Total Risk Contribution is roughly equal from both assets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
